How Do You Test Strategy Robustness Against Real-World API Execution Delays?

A SuperTrend or trend-following algorithm may produce ideal returns in backtests, but latency during market order execution can erode profits. What testing tools or simulation environments do you use to measure how order routing delays affect your bot’s win rate and expectancy?